🔬 LLM Benchmark Report

Run ID: 20251231_130358_progress | Generated: 2025-12-31T13:18:05.353178

📋 Dataset Configuration

Her dataset için score range ve prompt özeti

Dataset	Score Range	Task Type	Language	Prompt Template Summary
persuade	1 - 6	scoring	EN	Rate text from 1 to 6
turkish_movie_sentiment	0 - 5	sentiment	TR	Classify/evaluate text
turkish_sentiment_large	0 - 2	sentiment	TR	Classify/evaluate text
turkish_offensive	0 - 1	classification	TR	Classify/evaluate text
brighter_emotion	0 - 3	emotion_intensity	MULTILINGUAL	Classify/evaluate text

📊 Model Performance (Advanced Metrics)

Model	N	MAE ↓	NMAE ↓	QWK ↑	Accuracy	Pearson	Spearman	Bias	Latency
litellm/hermes-3-405b	573	0.462	0.092	0.896	92.0%	0.892	0.861	-0.26	8966ms
litellm/llama-3.3-70b	589	0.540	0.108	0.860	92.4%	0.882	0.867	-0.30	1355ms
litellm/mistral-small	574	0.544	0.109	0.853	86.9%	0.875	0.857	-0.40	2247ms
litellm/gemma-3-27b	576	0.551	0.110	0.836	87.5%	0.840	0.817	-0.24	2999ms
litellm/openai/gpt-4o-mini	573	0.554	0.111	0.868	92.8%	0.869	0.820	-0.29	2586ms
litellm/llama-3.1-8b	579	0.632	0.126	0.801	88.9%	0.804	0.805	+0.00	1038ms
litellm/llama-3.2-3b	576	0.635	0.127	0.839	92.4%	0.831	0.798	-0.00	2676ms

📈 Strategy & Scoring Mode Performance

Her model-dataset-strategy-scoring mode kombinasyonu için detaylı metrikler

Model	Dataset	Strategy	Scoring	Range	N	MAE ↓	QWK ↑	Accuracy	Pearson	Spearman	Bias
gemma-3-27b	brighter_emotion	few_shot	📊 cont	0-3	24	0.583	0.467	83.3%	0.621	0.586	+0.14
gemma-3-27b	brighter_emotion	few_shot	🔢 disc	0-3	24	0.625	0.391	87.5%	0.429	0.393	+0.12
gemma-3-27b	brighter_emotion	rubric_based	📊 cont	0-3	24	0.577	0.467	83.3%	0.628	0.615	+0.14
gemma-3-27b	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.583	0.482	91.7%	0.520	0.487	+0.08
gemma-3-27b	brighter_emotion	zero_shot	📊 cont	0-3	24	0.575	0.559	79.2%	0.658	0.601	+0.13
gemma-3-27b	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.625	0.391	87.5%	0.429	0.393	+0.12
gemma-3-27b	persuade	few_shot	📊 cont	1-6	3	1.500	0.000	0.0%	0.000	0.000	-1.50
gemma-3-27b	persuade	few_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
gemma-3-27b	persuade	rubric_based	📊 cont	1-6	3	1.900	0.000	0.0%	0.000	0.000	-1.90
gemma-3-27b	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
gemma-3-27b	persuade	zero_shot	📊 cont	1-6	3	1.383	0.000	0.0%	0.000	0.000	-1.38
gemma-3-27b	persuade	zero_shot	🔢 disc	1-6	3	1.000	0.000	100.0%	0.000	0.000	-1.00
gemma-3-27b	turkish_movie_sentiment	few_shot	📊 cont	0-5	18	1.003	0.717	55.6%	0.689	0.415	-0.61
gemma-3-27b	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.929	0.569	85.7%	0.682	0.502	-0.64
gemma-3-27b	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	0.989	0.717	61.1%	0.704	0.427	-0.63
gemma-3-27b	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	1.083	0.556	83.3%	0.693	0.563	-0.75
gemma-3-27b	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	0.871	0.720	66.7%	0.679	0.363	-0.49
gemma-3-27b	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.881	0.620	90.5%	0.721	0.573	-0.60
gemma-3-27b	turkish_offensive	few_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gemma-3-27b	turkish_offensive	few_shot	🔢 disc	0-1	27	0.296	0.419	100.0%	0.438	0.438	-0.15
gemma-3-27b	turkish_offensive	rubric_based	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gemma-3-27b	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gemma-3-27b	turkish_offensive	zero_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gemma-3-27b	turkish_offensive	zero_shot	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gemma-3-27b	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.402	0.650	85.7%	0.707	0.637	-0.40
gemma-3-27b	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.250	0.667	100.0%	0.817	0.800	-0.25
gemma-3-27b	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.400	0.650	85.7%	0.707	0.638	-0.40
gemma-3-27b	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.286	0.650	100.0%	0.806	0.794	-0.29
gemma-3-27b	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.367	0.667	87.5%	0.721	0.645	-0.37
gemma-3-27b	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.250	0.667	100.0%	0.817	0.800	-0.25
hermes-3-405b	brighter_emotion	few_shot	📊 cont	0-3	24	0.469	0.795	87.5%	0.814	0.860	-0.04
hermes-3-405b	brighter_emotion	few_shot	🔢 disc	0-3	24	0.500	0.743	100.0%	0.746	0.762	+0.08
hermes-3-405b	brighter_emotion	rubric_based	📊 cont	0-3	21	0.600	0.657	81.0%	0.745	0.619	+0.02
hermes-3-405b	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.375	0.806	100.0%	0.813	0.859	+0.12
hermes-3-405b	brighter_emotion	zero_shot	📊 cont	0-3	24	0.525	0.726	83.3%	0.758	0.790	+0.03
hermes-3-405b	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.375	0.806	100.0%	0.813	0.859	+0.12
hermes-3-405b	persuade	few_shot	📊 cont	1-6	3	0.500	0.000	100.0%	0.000	0.000	+0.50
hermes-3-405b	persuade	few_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
hermes-3-405b	persuade	rubric_based	📊 cont	1-6	3	1.667	0.000	0.0%	0.000	0.000	-1.67
hermes-3-405b	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
hermes-3-405b	persuade	zero_shot	📊 cont	1-6	3	0.500	0.000	100.0%	0.000	0.000	+0.50
hermes-3-405b	persuade	zero_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
hermes-3-405b	turkish_movie_sentiment	few_shot	📊 cont	0-5	18	0.742	0.717	83.3%	0.853	0.781	-0.57
hermes-3-405b	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.786	0.724	100.0%	0.801	0.749	-0.50
hermes-3-405b	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	0.744	0.717	83.3%	0.851	0.771	-0.58
hermes-3-405b	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	0.917	0.717	100.0%	0.809	0.783	-0.58
hermes-3-405b	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	0.686	0.724	81.0%	0.804	0.648	-0.45
hermes-3-405b	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.881	0.696	95.2%	0.776	0.678	-0.50
hermes-3-405b	turkish_offensive	few_shot	📊 cont	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
hermes-3-405b	turkish_offensive	few_shot	🔢 disc	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
hermes-3-405b	turkish_offensive	rubric_based	📊 cont	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
hermes-3-405b	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.259	0.496	100.0%	0.532	0.532	-0.19
hermes-3-405b	turkish_offensive	zero_shot	📊 cont	0-1	27	0.259	0.496	100.0%	0.532	0.532	-0.19
hermes-3-405b	turkish_offensive	zero_shot	🔢 disc	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
hermes-3-405b	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.402	0.540	85.7%	0.658	0.631	-0.40
hermes-3-405b	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.375	0.412	87.5%	0.590	0.655	-0.38
hermes-3-405b	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.400	0.540	85.7%	0.651	0.619	-0.40
hermes-3-405b	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.429	0.386	85.7%	0.564	0.617	-0.43
hermes-3-405b	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.404	0.478	87.5%	0.650	0.621	-0.40
hermes-3-405b	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.375	0.412	87.5%	0.590	0.655	-0.38
llama-3.1-8b	brighter_emotion	few_shot	📊 cont	0-3	24	0.640	0.490	87.5%	0.712	0.731	-0.10
llama-3.1-8b	brighter_emotion	few_shot	🔢 disc	0-3	24	0.625	0.627	91.7%	0.630	0.710	+0.04
llama-3.1-8b	brighter_emotion	rubric_based	📊 cont	0-3	24	0.673	0.577	79.2%	0.685	0.727	-0.08
llama-3.1-8b	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.708	0.495	87.5%	0.517	0.610	+0.29
llama-3.1-8b	brighter_emotion	zero_shot	📊 cont	0-3	24	0.675	0.497	79.2%	0.644	0.613	-0.15
llama-3.1-8b	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.625	0.627	91.7%	0.630	0.710	+0.04
llama-3.1-8b	persuade	few_shot	📊 cont	1-6	3	0.700	0.000	66.7%	0.000	0.000	-0.43
llama-3.1-8b	persuade	few_shot	🔢 disc	1-6	3	0.333	0.000	100.0%	0.000	0.000	+0.33
llama-3.1-8b	persuade	rubric_based	📊 cont	1-6	3	1.500	0.000	0.0%	0.000	0.000	-1.50
llama-3.1-8b	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
llama-3.1-8b	persuade	zero_shot	📊 cont	1-6	3	0.733	0.000	66.7%	0.000	0.000	-0.27
llama-3.1-8b	persuade	zero_shot	🔢 disc	1-6	3	1.000	0.000	100.0%	0.000	0.000	+1.00
llama-3.1-8b	turkish_movie_sentiment	few_shot	📊 cont	0-5	20	1.042	0.208	65.0%	0.259	0.222	-0.03
llama-3.1-8b	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.976	0.267	85.7%	0.352	0.356	+0.60
llama-3.1-8b	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	1.150	-0.058	55.6%	0.025	-0.124	+0.32
llama-3.1-8b	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	1.028	0.240	83.3%	0.303	0.283	+0.25
llama-3.1-8b	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	1.077	0.241	52.4%	0.301	0.195	-0.02
llama-3.1-8b	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.881	0.304	85.7%	0.394	0.465	+0.60
llama-3.1-8b	turkish_offensive	few_shot	📊 cont	0-1	27	0.481	0.017	100.0%	0.017	0.017	+0.04
llama-3.1-8b	turkish_offensive	few_shot	🔢 disc	0-1	27	0.556	-0.154	100.0%	-0.158	-0.158	+0.11
llama-3.1-8b	turkish_offensive	rubric_based	📊 cont	0-1	27	0.481	0.017	100.0%	0.017	0.017	+0.04
llama-3.1-8b	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.518	-0.068	100.0%	-0.069	-0.069	+0.07
llama-3.1-8b	turkish_offensive	zero_shot	📊 cont	0-1	27	0.481	0.017	100.0%	0.017	0.017	+0.04
llama-3.1-8b	turkish_offensive	zero_shot	🔢 disc	0-1	28	0.536	-0.129	100.0%	-0.133	-0.133	+0.11
llama-3.1-8b	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.326	0.650	100.0%	0.835	0.790	-0.33
llama-3.1-8b	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.375	0.538	100.0%	0.662	0.574	-0.21
llama-3.1-8b	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.336	0.650	95.2%	0.812	0.737	-0.34
llama-3.1-8b	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.381	0.582	100.0%	0.742	0.693	-0.29
llama-3.1-8b	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.321	0.667	100.0%	0.853	0.757	-0.32
llama-3.1-8b	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.375	0.436	95.8%	0.536	0.513	-0.21
llama-3.2-3b	brighter_emotion	few_shot	📊 cont	0-3	24	0.594	0.696	87.5%	0.735	0.761	+0.16
llama-3.2-3b	brighter_emotion	few_shot	🔢 disc	0-3	24	0.458	0.796	100.0%	0.817	0.845	+0.21
llama-3.2-3b	brighter_emotion	rubric_based	📊 cont	0-3	24	0.698	0.622	79.2%	0.579	0.621	+0.22
llama-3.2-3b	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.750	0.635	91.7%	0.656	0.702	+0.17
llama-3.2-3b	brighter_emotion	zero_shot	📊 cont	0-3	24	0.688	0.576	79.2%	0.680	0.711	+0.29
llama-3.2-3b	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.542	0.762	95.8%	0.787	0.804	+0.04
llama-3.2-3b	persuade	few_shot	📊 cont	1-6	3	0.250	0.000	100.0%	0.000	0.000	+0.25
llama-3.2-3b	persuade	few_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.2-3b	persuade	rubric_based	📊 cont	1-6	3	1.167	0.000	33.3%	0.000	0.000	-0.83
llama-3.2-3b	persuade	rubric_based	🔢 disc	1-6	3	1.000	0.000	66.7%	0.000	0.000	-1.00
llama-3.2-3b	persuade	zero_shot	📊 cont	1-6	3	0.500	0.000	100.0%	0.000	0.000	+0.50
llama-3.2-3b	persuade	zero_shot	🔢 disc	1-6	3	0.333	0.000	100.0%	0.000	0.000	+0.33
llama-3.2-3b	turkish_movie_sentiment	few_shot	📊 cont	0-5	19	0.895	0.362	57.9%	0.485	0.477	-0.05
llama-3.2-3b	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.738	0.536	90.5%	0.598	0.582	+0.07
llama-3.2-3b	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	0.929	0.176	61.1%	0.358	0.366	+0.21
llama-3.2-3b	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	0.694	0.691	100.0%	0.749	0.698	+0.03
llama-3.2-3b	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	0.726	0.565	76.2%	0.677	0.521	-0.05
llama-3.2-3b	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.786	0.497	90.5%	0.562	0.533	+0.02
llama-3.2-3b	turkish_offensive	few_shot	📊 cont	0-1	27	0.593	-0.241	100.0%	-0.254	-0.254	+0.15
llama-3.2-3b	turkish_offensive	few_shot	🔢 disc	0-1	27	0.667	-0.421	100.0%	-0.478	-0.478	+0.22
llama-3.2-3b	turkish_offensive	rubric_based	📊 cont	0-1	26	0.615	-0.325	100.0%	-0.344	-0.344	+0.15
llama-3.2-3b	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.667	-0.421	100.0%	-0.478	-0.478	+0.22
llama-3.2-3b	turkish_offensive	zero_shot	📊 cont	0-1	27	0.630	-0.330	100.0%	-0.359	-0.359	+0.19
llama-3.2-3b	turkish_offensive	zero_shot	🔢 disc	0-1	27	0.556	-0.154	100.0%	-0.158	-0.158	+0.11
llama-3.2-3b	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.563	0.462	100.0%	0.518	0.420	-0.40
llama-3.2-3b	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.625	0.306	95.8%	0.542	0.532	-0.62
llama-3.2-3b	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.529	0.246	100.0%	0.343	0.171	-0.29
llama-3.2-3b	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.571	0.447	100.0%	0.722	0.699	-0.57
llama-3.2-3b	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.552	0.143	100.0%	0.268	0.078	-0.34
llama-3.2-3b	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.417	0.474	100.0%	0.617	0.558	-0.33
llama-3.3-70b	brighter_emotion	few_shot	📊 cont	0-3	24	0.646	0.680	100.0%	0.826	0.815	-0.40
llama-3.3-70b	brighter_emotion	few_shot	🔢 disc	0-3	24	0.625	0.712	100.0%	0.719	0.737	-0.12
llama-3.3-70b	brighter_emotion	rag_rubric	🔢 disc	0-3	1	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.3-70b	brighter_emotion	rubric_based	📊 cont	0-3	24	0.671	0.648	100.0%	0.799	0.791	-0.37
llama-3.3-70b	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.667	0.682	100.0%	0.692	0.711	-0.17
llama-3.3-70b	brighter_emotion	zero_shot	📊 cont	0-3	24	0.650	0.680	100.0%	0.823	0.815	-0.40
llama-3.3-70b	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.667	0.682	100.0%	0.692	0.711	-0.17
llama-3.3-70b	persuade	few_shot	📊 cont	1-6	3	1.633	0.000	0.0%	0.000	0.000	-1.63
llama-3.3-70b	persuade	few_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.3-70b	persuade	rag_rubric	🔢 disc	1-6	2	2.000	0.000	0.0%	0.000	0.000	-2.00
llama-3.3-70b	persuade	rubric_based	📊 cont	1-6	3	1.900	0.000	0.0%	0.000	0.000	-1.90
llama-3.3-70b	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
llama-3.3-70b	persuade	zero_shot	📊 cont	1-6	3	1.500	0.000	0.0%	0.000	0.000	-1.50
llama-3.3-70b	persuade	zero_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.3-70b	turkish_movie_sentiment	few_shot	📊 cont	0-5	21	0.929	0.639	71.4%	0.789	0.553	-0.27
llama-3.3-70b	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.976	0.675	85.7%	0.808	0.651	-0.26
llama-3.3-70b	turkish_movie_sentiment	rag_rubric	🔢 disc	0-5	1	1.000	0.000	100.0%	0.000	0.000	-1.00
llama-3.3-70b	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	0.986	0.649	61.1%	0.810	0.672	-0.49
llama-3.3-70b	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	1.083	0.639	77.8%	0.779	0.608	-0.47
llama-3.3-70b	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	0.957	0.639	66.7%	0.789	0.573	-0.30
llama-3.3-70b	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.881	0.709	85.7%	0.847	0.764	-0.17
llama-3.3-70b	turkish_offensive	few_shot	📊 cont	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
llama-3.3-70b	turkish_offensive	few_shot	🔢 disc	0-1	27	0.222	0.571	100.0%	0.632	0.632	-0.22
llama-3.3-70b	turkish_offensive	rag_rubric	🔢 disc	0-1	2	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.3-70b	turkish_offensive	rubric_based	📊 cont	0-1	27	0.259	0.496	100.0%	0.532	0.532	-0.19
llama-3.3-70b	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.259	0.496	100.0%	0.532	0.532	-0.19
llama-3.3-70b	turkish_offensive	zero_shot	📊 cont	0-1	27	0.259	0.496	100.0%	0.532	0.532	-0.19
llama-3.3-70b	turkish_offensive	zero_shot	🔢 disc	0-1	30	0.200	0.615	100.0%	0.667	0.667	-0.20
llama-3.3-70b	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.376	0.650	100.0%	0.790	0.736	-0.32
llama-3.3-70b	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.250	0.667	100.0%	0.817	0.800	-0.25
llama-3.3-70b	turkish_sentiment_large	rag_rubric	🔢 disc	0-2	1	0.000	0.000	100.0%	0.000	0.000	0.00
llama-3.3-70b	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.367	0.650	100.0%	0.790	0.729	-0.31
llama-3.3-70b	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.286	0.650	100.0%	0.806	0.794	-0.29
llama-3.3-70b	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.350	0.667	100.0%	0.800	0.731	-0.30
llama-3.3-70b	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.292	0.561	95.8%	0.726	0.750	-0.29
mistral-small	brighter_emotion	few_shot	📊 cont	0-3	24	0.512	0.719	100.0%	0.859	0.833	-0.24
mistral-small	brighter_emotion	few_shot	🔢 disc	0-3	24	0.375	0.854	100.0%	0.919	0.917	-0.38
mistral-small	brighter_emotion	rubric_based	📊 cont	0-3	22	0.532	0.712	100.0%	0.859	0.810	-0.23
mistral-small	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.375	0.854	100.0%	0.919	0.917	-0.38
mistral-small	brighter_emotion	zero_shot	📊 cont	0-3	24	0.508	0.719	100.0%	0.861	0.844	-0.23
mistral-small	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.375	0.854	100.0%	0.919	0.917	-0.38
mistral-small	persuade	few_shot	📊 cont	1-6	3	1.500	0.000	0.0%	0.000	0.000	-1.50
mistral-small	persuade	few_shot	🔢 disc	1-6	3	1.000	0.000	100.0%	0.000	0.000	-1.00
mistral-small	persuade	rubric_based	📊 cont	1-6	3	1.750	0.000	0.0%	0.000	0.000	-1.75
mistral-small	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
mistral-small	persuade	zero_shot	📊 cont	1-6	3	1.500	0.000	0.0%	0.000	0.000	-1.50
mistral-small	persuade	zero_shot	🔢 disc	1-6	3	1.000	0.000	100.0%	0.000	0.000	-1.00
mistral-small	turkish_movie_sentiment	few_shot	📊 cont	0-5	18	1.083	0.700	33.3%	0.893	0.806	-1.08
mistral-small	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	0.929	0.594	85.7%	0.720	0.611	-0.50
mistral-small	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	1.083	0.700	33.3%	0.893	0.806	-1.08
mistral-small	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	0.917	0.600	83.3%	0.789	0.717	-0.75
mistral-small	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	1.000	0.708	42.9%	0.829	0.685	-0.86
mistral-small	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	0.929	0.594	85.7%	0.720	0.611	-0.50
mistral-small	turkish_offensive	few_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_offensive	few_shot	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_offensive	rubric_based	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_offensive	zero_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_offensive	zero_shot	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
mistral-small	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.407	0.650	85.7%	0.725	0.656	-0.41
mistral-small	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.375	0.412	87.5%	0.590	0.655	-0.38
mistral-small	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.407	0.650	85.7%	0.725	0.656	-0.41
mistral-small	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.429	0.386	85.7%	0.564	0.617	-0.43
mistral-small	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.375	0.667	87.5%	0.740	0.650	-0.38
mistral-small	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.375	0.412	87.5%	0.590	0.655	-0.38
gpt-4o-mini	brighter_emotion	few_shot	📊 cont	0-3	24	0.590	0.529	87.5%	0.772	0.692	-0.19
gpt-4o-mini	brighter_emotion	few_shot	🔢 disc	0-3	24	0.708	0.618	100.0%	0.635	0.595	-0.21
gpt-4o-mini	brighter_emotion	rubric_based	📊 cont	0-3	21	0.564	0.578	85.7%	0.804	0.677	-0.11
gpt-4o-mini	brighter_emotion	rubric_based	🔢 disc	0-3	24	0.708	0.618	100.0%	0.635	0.595	-0.21
gpt-4o-mini	brighter_emotion	zero_shot	📊 cont	0-3	24	0.602	0.529	87.5%	0.760	0.635	-0.21
gpt-4o-mini	brighter_emotion	zero_shot	🔢 disc	0-3	24	0.542	0.714	100.0%	0.716	0.669	-0.04
gpt-4o-mini	persuade	few_shot	📊 cont	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
gpt-4o-mini	persuade	few_shot	🔢 disc	1-6	3	0.000	0.000	100.0%	0.000	0.000	0.00
gpt-4o-mini	persuade	rubric_based	📊 cont	1-6	3	1.833	0.000	0.0%	0.000	0.000	-1.83
gpt-4o-mini	persuade	rubric_based	🔢 disc	1-6	3	2.000	0.000	0.0%	0.000	0.000	-2.00
gpt-4o-mini	persuade	zero_shot	📊 cont	1-6	3	0.667	0.000	100.0%	0.000	0.000	-0.67
gpt-4o-mini	persuade	zero_shot	🔢 disc	1-6	3	1.000	0.000	100.0%	0.000	0.000	-1.00
gpt-4o-mini	turkish_movie_sentiment	few_shot	📊 cont	0-5	18	0.939	0.697	77.8%	0.798	0.697	-0.58
gpt-4o-mini	turkish_movie_sentiment	few_shot	🔢 disc	0-5	21	1.119	0.633	81.0%	0.760	0.561	-0.50
gpt-4o-mini	turkish_movie_sentiment	rubric_based	📊 cont	0-5	18	1.011	0.667	55.6%	0.799	0.642	-0.63
gpt-4o-mini	turkish_movie_sentiment	rubric_based	🔢 disc	0-5	18	1.083	0.667	83.3%	0.809	0.783	-0.75
gpt-4o-mini	turkish_movie_sentiment	zero_shot	📊 cont	0-5	21	0.848	0.674	85.7%	0.813	0.704	-0.50
gpt-4o-mini	turkish_movie_sentiment	zero_shot	🔢 disc	0-5	21	1.071	0.650	85.7%	0.763	0.562	-0.45
gpt-4o-mini	turkish_offensive	few_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_offensive	few_shot	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_offensive	rubric_based	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_offensive	rubric_based	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_offensive	zero_shot	📊 cont	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_offensive	zero_shot	🔢 disc	0-1	27	0.333	0.342	100.0%	0.350	0.350	-0.11
gpt-4o-mini	turkish_sentiment_large	few_shot	📊 cont	0-2	21	0.374	0.650	95.2%	0.784	0.704	-0.37
gpt-4o-mini	turkish_sentiment_large	few_shot	🔢 disc	0-2	24	0.250	0.667	100.0%	0.817	0.800	-0.25
gpt-4o-mini	turkish_sentiment_large	rubric_based	📊 cont	0-2	21	0.341	0.650	100.0%	0.814	0.758	-0.34
gpt-4o-mini	turkish_sentiment_large	rubric_based	🔢 disc	0-2	21	0.286	0.650	100.0%	0.806	0.794	-0.29
gpt-4o-mini	turkish_sentiment_large	zero_shot	📊 cont	0-2	24	0.350	0.667	100.0%	0.814	0.743	-0.35
gpt-4o-mini	turkish_sentiment_large	zero_shot	🔢 disc	0-2	24	0.250	0.667	100.0%	0.817	0.800	-0.25

🌡️ Temperature Analysis

Comparison across temperature settings. Normalized MAE allows cross-dataset comparison (0-1 scale).

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	0.150	0.150	0.150
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	0.186	0.171	0.194
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	0.150	0.150	0.181
llama-3.1-8b	persuade	1-6	zero_shot	0.150	0.120	0.250
llama-3.3-70b	turkish_offensive	0-1	zero_shot	0.211	0.263	0.211
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	0.172	0.175	0.175
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	0.218	0.198	0.172
llama-3.1-8b	turkish_offensive	0-1	zero_shot	0.526	0.556	0.444
llama-3.2-3b	persuade	1-6	zero_shot	0.050	0.050	0.150
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	0.234	0.219	0.273
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	0.121	0.136	0.196
llama-3.2-3b	turkish_offensive	0-1	zero_shot	0.611	0.556	0.611
gemma-3-27b	persuade	1-6	zero_shot	0.250	0.250	0.215
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	0.180	0.166	0.180
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	0.155	0.152	0.156
mistral-small	persuade	1-6	zero_shot	0.250	0.250	0.250
gemma-3-27b	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
mistral-small	turkish_movie_sentiment	0-5	zero_shot	0.193	0.193	0.193
mistral-small	turkish_sentiment_large	0-2	zero_shot	0.188	0.188	0.188
mistral-small	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
gpt-4o-mini	persuade	1-6	zero_shot	0.150	0.150	0.200
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	0.190	0.190	0.196
gpt-4o-mini	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
hermes-3-405b	persuade	1-6	zero_shot	0.050	0.050	0.050
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	0.144	0.158	0.169
hermes-3-405b	turkish_offensive	0-1	zero_shot	0.222	0.222	0.278
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	0.152	0.147	0.152
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	0.195	0.188	0.202
llama-3.3-70b	persuade	1-6	few_shot	0.150	0.150	0.190
llama-3.1-8b	persuade	1-6	few_shot	0.020	0.120	0.170
llama-3.2-3b	persuade	1-6	few_shot	0.025	0.025	0.025
gemma-3-27b	persuade	1-6	few_shot	0.150	0.150	0.150
mistral-small	persuade	1-6	few_shot	0.250	0.250	0.250
gpt-4o-mini	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	few_shot	0.222	0.222	0.222
hermes-3-405b	persuade	1-6	few_shot	0.050	0.050	0.050
llama-3.1-8b	turkish_offensive	0-1	few_shot	0.556	0.556	0.444
llama-3.2-3b	turkish_offensive	0-1	few_shot	0.667	0.611	0.611
gemma-3-27b	turkish_offensive	0-1	few_shot	0.333	0.333	0.278
mistral-small	turkish_offensive	0-1	few_shot	0.333	0.333	0.333
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	0.200	0.186	0.186
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	0.221	0.221	0.160
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	0.157	0.157	0.150
gpt-4o-mini	turkish_offensive	0-1	few_shot	0.333	0.333	0.333
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	0.136	0.138	0.215
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	0.177	0.183	0.168
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	0.250	0.300	0.344
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	0.190	0.194	0.194
llama-3.3-70b	persuade	1-6	rubric_based	0.390	0.390	0.390
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	0.160	0.160	0.162
mistral-small	turkish_movie_sentiment	0-5	few_shot	0.200	0.200	0.200
llama-3.1-8b	persuade	1-6	rubric_based	0.350	0.350	0.350
llama-3.2-3b	persuade	1-6	rubric_based	0.350	0.250	0.050
mistral-small	turkish_sentiment_large	0-2	few_shot	0.195	0.195	0.195
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	0.198	0.198	0.225
gemma-3-27b	persuade	1-6	rubric_based	0.390	0.390	0.390
hermes-3-405b	turkish_offensive	0-1	few_shot	0.222	0.222	0.222
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	0.151	0.151	0.158
mistral-small	persuade	1-6	rubric_based	0.375	0.375	0.375
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	0.188	0.188	0.205
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	0.150	0.155	0.157
hermes-3-405b	persuade	1-6	rubric_based	0.350	0.350	0.400
gpt-4o-mini	persuade	1-6	rubric_based	0.400	0.400	0.350
llama-3.3-70b	turkish_offensive	0-1	rubric_based	0.222	0.222	0.333
llama-3.1-8b	turkish_offensive	0-1	rubric_based	0.556	0.500	0.444
llama-3.2-3b	turkish_offensive	0-1	rubric_based	0.667	0.667	0.588
gemma-3-27b	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
mistral-small	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
llama-3.3-70b	persuade	1-6	rag_rubric	0.400	0.400	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	0.222	0.222	0.278
gpt-4o-mini	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	0.164	0.164	0.161
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	0.203	0.220	0.197
llama-3.1-8b	brighter_emotion	0-3	zero_shot	0.208	0.194	0.248
llama-3.3-70b	brighter_emotion	0-3	zero_shot	0.213	0.233	0.213
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	0.154	0.191	0.193
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	0.221	0.200	0.232
llama-3.2-3b	brighter_emotion	0-3	zero_shot	0.193	0.245	0.177
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	0.268	0.232	0.326
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	0.154	0.163	0.170
gemma-3-27b	brighter_emotion	0-3	zero_shot	0.201	0.205	0.194
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	0.171	0.171	0.171
mistral-small	brighter_emotion	0-3	zero_shot	0.148	0.148	0.146
mistral-small	turkish_sentiment_large	0-2	rubric_based	0.209	0.209	0.209
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	0.206	0.210	0.206
gpt-4o-mini	brighter_emotion	0-3	zero_shot	0.198	0.203	0.171
mistral-small	turkish_movie_sentiment	0-5	rubric_based	0.200	0.200	0.200
hermes-3-405b	brighter_emotion	0-3	zero_shot	0.151	0.155	0.144
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	0.000	0.000	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	0.166	0.166	0.137
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	0.205	0.205	0.211
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	0.163	0.163	0.172
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	0.210	0.213	0.205
llama-3.3-70b	brighter_emotion	0-3	few_shot	0.191	0.213	0.232
llama-3.1-8b	brighter_emotion	0-3	few_shot	0.219	0.208	0.205
llama-3.2-3b	brighter_emotion	0-3	few_shot	0.193	0.203	0.130
mistral-small	brighter_emotion	0-3	few_shot	0.148	0.148	0.148
gemma-3-27b	brighter_emotion	0-3	few_shot	0.199	0.202	0.203
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	0.000	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	0.200	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	0.202	0.203	0.244
hermes-3-405b	brighter_emotion	0-3	few_shot	0.145	0.151	0.189
llama-3.3-70b	brighter_emotion	0-3	rubric_based	0.232	0.211	0.225
llama-3.1-8b	brighter_emotion	0-3	rubric_based	0.224	0.224	0.243
llama-3.2-3b	brighter_emotion	0-3	rubric_based	0.208	0.203	0.312
mistral-small	brighter_emotion	0-3	rubric_based	0.148	0.150	0.152
gemma-3-27b	brighter_emotion	0-3	rubric_based	0.199	0.194	0.188
gpt-4o-mini	brighter_emotion	0-3	rubric_based	0.198	0.221	0.222
hermes-3-405b	brighter_emotion	0-3	rubric_based	0.149	0.160	0.171
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	0.000	-	-

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	0.750	0.750	0.750
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	0.929	0.857	0.971
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	0.300	0.300	0.362
llama-3.1-8b	persuade	1-6	zero_shot	0.750	0.600	1.250
llama-3.3-70b	turkish_offensive	0-1	zero_shot	0.211	0.263	0.211
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	0.344	0.350	0.350
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	1.089	0.989	0.859
llama-3.1-8b	turkish_offensive	0-1	zero_shot	0.526	0.556	0.444
llama-3.2-3b	persuade	1-6	zero_shot	0.250	0.250	0.750
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	0.469	0.438	0.547
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	0.607	0.679	0.982
llama-3.2-3b	turkish_offensive	0-1	zero_shot	0.611	0.556	0.611
gemma-3-27b	persuade	1-6	zero_shot	1.250	1.250	1.075
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	0.900	0.829	0.900
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	0.309	0.303	0.312
mistral-small	persuade	1-6	zero_shot	1.250	1.250	1.250
gemma-3-27b	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
mistral-small	turkish_movie_sentiment	0-5	zero_shot	0.964	0.964	0.964
mistral-small	turkish_sentiment_large	0-2	zero_shot	0.375	0.375	0.375
mistral-small	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
gpt-4o-mini	persuade	1-6	zero_shot	0.750	0.750	1.000
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	0.950	0.950	0.979
gpt-4o-mini	turkish_offensive	0-1	zero_shot	0.333	0.333	0.333
hermes-3-405b	persuade	1-6	zero_shot	0.250	0.250	0.250
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	0.718	0.789	0.843
hermes-3-405b	turkish_offensive	0-1	zero_shot	0.222	0.222	0.278
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	0.303	0.294	0.303
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	0.391	0.375	0.403
llama-3.3-70b	persuade	1-6	few_shot	0.750	0.750	0.950
llama-3.1-8b	persuade	1-6	few_shot	0.100	0.600	0.850
llama-3.2-3b	persuade	1-6	few_shot	0.125	0.125	0.125
gemma-3-27b	persuade	1-6	few_shot	0.750	0.750	0.750
mistral-small	persuade	1-6	few_shot	1.250	1.250	1.250
gpt-4o-mini	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	few_shot	0.222	0.222	0.222
hermes-3-405b	persuade	1-6	few_shot	0.250	0.250	0.250
llama-3.1-8b	turkish_offensive	0-1	few_shot	0.556	0.556	0.444
llama-3.2-3b	turkish_offensive	0-1	few_shot	0.667	0.611	0.611
gemma-3-27b	turkish_offensive	0-1	few_shot	0.333	0.333	0.278
mistral-small	turkish_offensive	0-1	few_shot	0.333	0.333	0.333
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	1.000	0.929	0.929
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	1.107	1.104	0.800
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	0.313	0.313	0.300
gpt-4o-mini	turkish_offensive	0-1	few_shot	0.333	0.333	0.333
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	0.679	0.692	1.077
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	0.353	0.367	0.337
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	0.500	0.600	0.689
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	0.950	0.969	0.969
llama-3.3-70b	persuade	1-6	rubric_based	1.950	1.950	1.950
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	0.320	0.320	0.323
mistral-small	turkish_movie_sentiment	0-5	few_shot	1.000	1.000	1.000
llama-3.1-8b	persuade	1-6	rubric_based	1.750	1.750	1.750
llama-3.2-3b	persuade	1-6	rubric_based	1.750	1.250	0.250
mistral-small	turkish_sentiment_large	0-2	few_shot	0.390	0.390	0.390
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	0.992	0.992	1.123
gemma-3-27b	persuade	1-6	rubric_based	1.950	1.950	1.950
hermes-3-405b	turkish_offensive	0-1	few_shot	0.222	0.222	0.222
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	0.754	0.754	0.788
mistral-small	persuade	1-6	rubric_based	1.875	1.875	1.875
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	0.377	0.377	0.410
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	0.300	0.310	0.313
hermes-3-405b	persuade	1-6	rubric_based	1.750	1.750	2.000
gpt-4o-mini	persuade	1-6	rubric_based	2.000	2.000	1.750
llama-3.3-70b	turkish_offensive	0-1	rubric_based	0.222	0.222	0.333
llama-3.1-8b	turkish_offensive	0-1	rubric_based	0.556	0.500	0.444
llama-3.2-3b	turkish_offensive	0-1	rubric_based	0.667	0.667	0.588
gemma-3-27b	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
mistral-small	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
llama-3.3-70b	persuade	1-6	rag_rubric	2.000	2.000	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	0.222	0.222	0.278
gpt-4o-mini	turkish_offensive	0-1	rubric_based	0.333	0.333	0.333
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	0.329	0.329	0.321
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	1.017	1.100	0.987
llama-3.1-8b	brighter_emotion	0-3	zero_shot	0.625	0.581	0.744
llama-3.3-70b	brighter_emotion	0-3	zero_shot	0.638	0.700	0.638
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	0.307	0.382	0.386
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	1.104	1.000	1.162
llama-3.2-3b	brighter_emotion	0-3	zero_shot	0.578	0.734	0.531
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	0.536	0.464	0.651
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	0.771	0.812	0.852
gemma-3-27b	brighter_emotion	0-3	zero_shot	0.603	0.616	0.581
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	0.343	0.343	0.343
mistral-small	brighter_emotion	0-3	zero_shot	0.444	0.444	0.438
mistral-small	turkish_sentiment_large	0-2	rubric_based	0.418	0.418	0.418
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	1.029	1.050	1.029
gpt-4o-mini	brighter_emotion	0-3	zero_shot	0.594	0.609	0.512
mistral-small	turkish_movie_sentiment	0-5	rubric_based	1.000	1.000	1.000
hermes-3-405b	brighter_emotion	0-3	zero_shot	0.453	0.466	0.431
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	0.000	0.000	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	0.332	0.332	0.275
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	0.411	0.411	0.421
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	0.817	0.817	0.858
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	1.050	1.067	1.025
llama-3.3-70b	brighter_emotion	0-3	few_shot	0.572	0.638	0.697
llama-3.1-8b	brighter_emotion	0-3	few_shot	0.656	0.625	0.616
llama-3.2-3b	brighter_emotion	0-3	few_shot	0.578	0.609	0.391
mistral-small	brighter_emotion	0-3	few_shot	0.444	0.444	0.444
gemma-3-27b	brighter_emotion	0-3	few_shot	0.597	0.606	0.609
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	0.000	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	1.000	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	0.606	0.609	0.731
hermes-3-405b	brighter_emotion	0-3	few_shot	0.434	0.453	0.566
llama-3.3-70b	brighter_emotion	0-3	rubric_based	0.697	0.634	0.675
llama-3.1-8b	brighter_emotion	0-3	rubric_based	0.672	0.672	0.728
llama-3.2-3b	brighter_emotion	0-3	rubric_based	0.625	0.609	0.938
mistral-small	brighter_emotion	0-3	rubric_based	0.444	0.450	0.457
gemma-3-27b	brighter_emotion	0-3	rubric_based	0.597	0.581	0.562
gpt-4o-mini	brighter_emotion	0-3	rubric_based	0.593	0.663	0.667
hermes-3-405b	brighter_emotion	0-3	rubric_based	0.447	0.480	0.513
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	0.000	-	-

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	50.0%	50.0%	50.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	7.1%	14.3%	7.1%
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	75.0%	75.0%	75.0%
llama-3.1-8b	persuade	1-6	zero_shot	50.0%	50.0%	0.0%
llama-3.3-70b	turkish_offensive	0-1	zero_shot	78.9%	73.7%	78.9%
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	68.8%	68.8%	75.0%
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	35.7%	28.6%	21.4%
llama-3.1-8b	turkish_offensive	0-1	zero_shot	47.4%	44.4%	55.6%
llama-3.2-3b	persuade	1-6	zero_shot	100.0%	100.0%	50.0%
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	68.8%	68.8%	43.8%
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	35.7%	35.7%	21.4%
llama-3.2-3b	turkish_offensive	0-1	zero_shot	38.9%	44.4%	38.9%
gemma-3-27b	persuade	1-6	zero_shot	0.0%	0.0%	0.0%
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	28.6%	28.6%	35.7%
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	75.0%	75.0%	75.0%
mistral-small	persuade	1-6	zero_shot	0.0%	0.0%	0.0%
gemma-3-27b	turkish_offensive	0-1	zero_shot	66.7%	66.7%	66.7%
mistral-small	turkish_movie_sentiment	0-5	zero_shot	21.4%	21.4%	21.4%
mistral-small	turkish_sentiment_large	0-2	zero_shot	75.0%	75.0%	75.0%
mistral-small	turkish_offensive	0-1	zero_shot	66.7%	66.7%	66.7%
gpt-4o-mini	persuade	1-6	zero_shot	50.0%	50.0%	0.0%
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	21.4%	21.4%	14.3%
gpt-4o-mini	turkish_offensive	0-1	zero_shot	66.7%	66.7%	66.7%
hermes-3-405b	persuade	1-6	zero_shot	100.0%	100.0%	100.0%
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	28.6%	21.4%	28.6%
hermes-3-405b	turkish_offensive	0-1	zero_shot	77.8%	77.8%	72.2%
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	75.0%	75.0%	75.0%
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	75.0%	75.0%	75.0%
llama-3.3-70b	persuade	1-6	few_shot	50.0%	50.0%	50.0%
llama-3.1-8b	persuade	1-6	few_shot	100.0%	50.0%	50.0%
llama-3.2-3b	persuade	1-6	few_shot	100.0%	100.0%	100.0%
gemma-3-27b	persuade	1-6	few_shot	50.0%	50.0%	50.0%
mistral-small	persuade	1-6	few_shot	0.0%	0.0%	0.0%
gpt-4o-mini	persuade	1-6	few_shot	100.0%	100.0%	100.0%
llama-3.3-70b	turkish_offensive	0-1	few_shot	77.8%	77.8%	77.8%
hermes-3-405b	persuade	1-6	few_shot	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_offensive	0-1	few_shot	44.4%	44.4%	55.6%
llama-3.2-3b	turkish_offensive	0-1	few_shot	33.3%	38.9%	38.9%
gemma-3-27b	turkish_offensive	0-1	few_shot	66.7%	66.7%	72.2%
mistral-small	turkish_offensive	0-1	few_shot	66.7%	66.7%	66.7%
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	0.0%	7.1%	7.1%
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	28.6%	28.6%	30.8%
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	73.3%	73.3%	73.3%
gpt-4o-mini	turkish_offensive	0-1	few_shot	66.7%	66.7%	66.7%
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	28.6%	30.8%	23.1%
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	66.7%	66.7%	66.7%
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	60.0%	53.3%	46.7%
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	23.1%	23.1%	23.1%
llama-3.3-70b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	73.3%	73.3%	73.3%
mistral-small	turkish_movie_sentiment	0-5	few_shot	15.4%	15.4%	15.4%
llama-3.1-8b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
llama-3.2-3b	persuade	1-6	rubric_based	0.0%	0.0%	100.0%
mistral-small	turkish_sentiment_large	0-2	few_shot	73.3%	73.3%	73.3%
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	15.4%	15.4%	7.7%
gemma-3-27b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
hermes-3-405b	turkish_offensive	0-1	few_shot	77.8%	77.8%	77.8%
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	23.1%	23.1%	23.1%
mistral-small	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	73.3%	73.3%	73.3%
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	73.3%	73.3%	73.3%
hermes-3-405b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
gpt-4o-mini	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
llama-3.3-70b	turkish_offensive	0-1	rubric_based	77.8%	77.8%	66.7%
llama-3.1-8b	turkish_offensive	0-1	rubric_based	44.4%	50.0%	55.6%
llama-3.2-3b	turkish_offensive	0-1	rubric_based	33.3%	33.3%	41.2%
gemma-3-27b	turkish_offensive	0-1	rubric_based	66.7%	66.7%	66.7%
mistral-small	turkish_offensive	0-1	rubric_based	66.7%	66.7%	66.7%
llama-3.3-70b	persuade	1-6	rag_rubric	0.0%	0.0%	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	77.8%	77.8%	72.2%
gpt-4o-mini	turkish_offensive	0-1	rubric_based	66.7%	66.7%	66.7%
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	71.4%	71.4%	71.4%
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	0.0%	0.0%	8.3%
llama-3.1-8b	brighter_emotion	0-3	zero_shot	31.2%	31.2%	37.5%
llama-3.3-70b	brighter_emotion	0-3	zero_shot	31.2%	25.0%	31.2%
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	71.4%	64.3%	64.3%
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	16.7%	25.0%	0.0%
llama-3.2-3b	brighter_emotion	0-3	zero_shot	50.0%	25.0%	62.5%
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	57.1%	64.3%	42.9%
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	16.7%	16.7%	16.7%
gemma-3-27b	brighter_emotion	0-3	zero_shot	56.2%	56.2%	56.2%
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	71.4%	71.4%	71.4%
mistral-small	brighter_emotion	0-3	zero_shot	56.2%	56.2%	56.2%
mistral-small	turkish_sentiment_large	0-2	rubric_based	71.4%	71.4%	71.4%
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	16.7%	16.7%	16.7%
gpt-4o-mini	brighter_emotion	0-3	zero_shot	31.2%	31.2%	43.8%
mistral-small	turkish_movie_sentiment	0-5	rubric_based	16.7%	16.7%	16.7%
hermes-3-405b	brighter_emotion	0-3	zero_shot	56.2%	50.0%	62.5%
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	100.0%	100.0%	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	71.4%	71.4%	71.4%
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	71.4%	71.4%	71.4%
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	16.7%	16.7%	16.7%
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	16.7%	16.7%	16.7%
llama-3.3-70b	brighter_emotion	0-3	few_shot	37.5%	31.2%	25.0%
llama-3.1-8b	brighter_emotion	0-3	few_shot	25.0%	37.5%	31.2%
llama-3.2-3b	brighter_emotion	0-3	few_shot	50.0%	43.8%	68.8%
mistral-small	brighter_emotion	0-3	few_shot	56.2%	56.2%	56.2%
gemma-3-27b	brighter_emotion	0-3	few_shot	56.2%	56.2%	56.2%
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	100.0%	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	0.0%	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	31.2%	31.2%	18.8%
hermes-3-405b	brighter_emotion	0-3	few_shot	56.2%	56.2%	56.2%
llama-3.3-70b	brighter_emotion	0-3	rubric_based	25.0%	31.2%	25.0%
llama-3.1-8b	brighter_emotion	0-3	rubric_based	25.0%	31.2%	37.5%
llama-3.2-3b	brighter_emotion	0-3	rubric_based	43.8%	43.8%	37.5%
mistral-small	brighter_emotion	0-3	rubric_based	56.2%	53.3%	53.3%
gemma-3-27b	brighter_emotion	0-3	rubric_based	56.2%	56.2%	56.2%
gpt-4o-mini	brighter_emotion	0-3	rubric_based	33.3%	26.7%	26.7%
hermes-3-405b	brighter_emotion	0-3	rubric_based	53.3%	46.7%	46.7%
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	100.0%	-	-

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	50.0%	50.0%	50.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	78.6%	78.6%	71.4%
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	100.0%	100.0%	93.8%
llama-3.1-8b	persuade	1-6	zero_shot	100.0%	100.0%	50.0%
llama-3.3-70b	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	100.0%	100.0%	93.8%
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	64.3%	71.4%	71.4%
llama-3.1-8b	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
llama-3.2-3b	persuade	1-6	zero_shot	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	92.9%	85.7%	71.4%
llama-3.2-3b	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
gemma-3-27b	persuade	1-6	zero_shot	50.0%	50.0%	50.0%
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	78.6%	85.7%	71.4%
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	93.8%	93.8%	93.8%
mistral-small	persuade	1-6	zero_shot	50.0%	50.0%	50.0%
gemma-3-27b	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
mistral-small	turkish_movie_sentiment	0-5	zero_shot	64.3%	64.3%	64.3%
mistral-small	turkish_sentiment_large	0-2	zero_shot	87.5%	87.5%	87.5%
mistral-small	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
gpt-4o-mini	persuade	1-6	zero_shot	100.0%	100.0%	100.0%
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	85.7%	85.7%	85.7%
gpt-4o-mini	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
hermes-3-405b	persuade	1-6	zero_shot	100.0%	100.0%	100.0%
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	92.9%	92.9%	78.6%
hermes-3-405b	turkish_offensive	0-1	zero_shot	100.0%	100.0%	100.0%
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	100.0%	100.0%	100.0%
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	87.5%	87.5%	87.5%
llama-3.3-70b	persuade	1-6	few_shot	50.0%	50.0%	50.0%
llama-3.1-8b	persuade	1-6	few_shot	100.0%	100.0%	50.0%
llama-3.2-3b	persuade	1-6	few_shot	100.0%	100.0%	100.0%
gemma-3-27b	persuade	1-6	few_shot	50.0%	50.0%	50.0%
mistral-small	persuade	1-6	few_shot	50.0%	50.0%	50.0%
gpt-4o-mini	persuade	1-6	few_shot	100.0%	100.0%	100.0%
llama-3.3-70b	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
hermes-3-405b	persuade	1-6	few_shot	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
gemma-3-27b	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
mistral-small	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	78.6%	78.6%	78.6%
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	71.4%	64.3%	92.3%
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	100.0%	100.0%	100.0%
gpt-4o-mini	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	85.7%	84.6%	53.8%
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	100.0%	100.0%	93.3%
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	76.9%	69.2%	69.2%
llama-3.3-70b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	93.3%	93.3%	93.3%
mistral-small	turkish_movie_sentiment	0-5	few_shot	61.5%	61.5%	61.5%
llama-3.1-8b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
llama-3.2-3b	persuade	1-6	rubric_based	0.0%	50.0%	100.0%
mistral-small	turkish_sentiment_large	0-2	few_shot	86.7%	86.7%	86.7%
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	84.6%	84.6%	69.2%
gemma-3-27b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
hermes-3-405b	turkish_offensive	0-1	few_shot	100.0%	100.0%	100.0%
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	92.3%	92.3%	92.3%
mistral-small	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	86.7%	86.7%	86.7%
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	100.0%	100.0%	93.3%
hermes-3-405b	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
gpt-4o-mini	persuade	1-6	rubric_based	0.0%	0.0%	0.0%
llama-3.3-70b	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
gemma-3-27b	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
mistral-small	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
llama-3.3-70b	persuade	1-6	rag_rubric	0.0%	0.0%	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
gpt-4o-mini	turkish_offensive	0-1	rubric_based	100.0%	100.0%	100.0%
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	100.0%	100.0%	100.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	75.0%	66.7%	66.7%
llama-3.1-8b	brighter_emotion	0-3	zero_shot	87.5%	93.8%	75.0%
llama-3.3-70b	brighter_emotion	0-3	zero_shot	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	100.0%	100.0%	92.9%
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	66.7%	66.7%	75.0%
llama-3.2-3b	brighter_emotion	0-3	zero_shot	93.8%	87.5%	81.2%
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	100.0%	100.0%	100.0%
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	83.3%	83.3%	75.0%
gemma-3-27b	brighter_emotion	0-3	zero_shot	87.5%	81.2%	81.2%
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	92.9%	92.9%	92.9%
mistral-small	brighter_emotion	0-3	zero_shot	100.0%	100.0%	100.0%
mistral-small	turkish_sentiment_large	0-2	rubric_based	85.7%	85.7%	85.7%
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	75.0%	66.7%	75.0%
gpt-4o-mini	brighter_emotion	0-3	zero_shot	93.8%	93.8%	93.8%
mistral-small	turkish_movie_sentiment	0-5	rubric_based	58.3%	58.3%	58.3%
hermes-3-405b	brighter_emotion	0-3	zero_shot	93.8%	93.8%	87.5%
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	100.0%	100.0%	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	100.0%	100.0%	100.0%
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	85.7%	85.7%	85.7%
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	91.7%	91.7%	91.7%
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	75.0%	66.7%	66.7%
llama-3.3-70b	brighter_emotion	0-3	few_shot	100.0%	100.0%	100.0%
llama-3.1-8b	brighter_emotion	0-3	few_shot	87.5%	87.5%	93.8%
llama-3.2-3b	brighter_emotion	0-3	few_shot	93.8%	93.8%	93.8%
mistral-small	brighter_emotion	0-3	few_shot	100.0%	100.0%	100.0%
gemma-3-27b	brighter_emotion	0-3	few_shot	87.5%	87.5%	81.2%
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	100.0%	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	100.0%	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	93.8%	93.8%	93.8%
hermes-3-405b	brighter_emotion	0-3	few_shot	93.8%	93.8%	93.8%
llama-3.3-70b	brighter_emotion	0-3	rubric_based	100.0%	100.0%	100.0%
llama-3.1-8b	brighter_emotion	0-3	rubric_based	87.5%	81.2%	81.2%
llama-3.2-3b	brighter_emotion	0-3	rubric_based	93.8%	93.8%	68.8%
mistral-small	brighter_emotion	0-3	rubric_based	100.0%	100.0%	100.0%
gemma-3-27b	brighter_emotion	0-3	rubric_based	87.5%	87.5%	87.5%
gpt-4o-mini	brighter_emotion	0-3	rubric_based	93.3%	93.3%	93.3%
hermes-3-405b	brighter_emotion	0-3	rubric_based	93.3%	93.3%	86.7%
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	100.0%	-	-

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	0.667	0.693	0.667
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	0.667	0.667	0.517
llama-3.1-8b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	zero_shot	0.596	0.486	0.596
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	0.565	0.565	0.517
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	0.072	0.165	0.510
llama-3.1-8b	turkish_offensive	0-1	zero_shot	-0.118	-0.154	0.100
llama-3.2-3b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	0.565	0.412	0.053
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	0.680	0.596	0.390
llama-3.2-3b	turkish_offensive	0-1	zero_shot	-0.286	-0.154	-0.286
gemma-3-27b	persuade	1-6	zero_shot	0.000	0.000	0.000
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	0.646	0.724	0.628
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	0.667	0.667	0.667
mistral-small	persuade	1-6	zero_shot	0.000	0.000	0.000
gemma-3-27b	turkish_offensive	0-1	zero_shot	0.341	0.341	0.341
mistral-small	turkish_movie_sentiment	0-5	zero_shot	0.657	0.657	0.657
mistral-small	turkish_sentiment_large	0-2	zero_shot	0.517	0.517	0.517
mistral-small	turkish_offensive	0-1	zero_shot	0.341	0.341	0.341
gpt-4o-mini	persuade	1-6	zero_shot	0.000	0.000	0.000
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	0.665	0.665	0.656
gpt-4o-mini	turkish_offensive	0-1	zero_shot	0.341	0.341	0.341
hermes-3-405b	persuade	1-6	zero_shot	0.000	0.000	0.000
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	0.724	0.709	0.696
hermes-3-405b	turkish_offensive	0-1	zero_shot	0.571	0.571	0.458
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	0.667	0.667	0.667
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	0.412	0.517	0.412
llama-3.3-70b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.1-8b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.2-3b	persuade	1-6	few_shot	0.000	0.000	0.000
gemma-3-27b	persuade	1-6	few_shot	0.000	0.000	0.000
mistral-small	persuade	1-6	few_shot	0.000	0.000	0.000
gpt-4o-mini	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	few_shot	0.571	0.571	0.571
hermes-3-405b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.1-8b	turkish_offensive	0-1	few_shot	-0.154	-0.154	0.100
llama-3.2-3b	turkish_offensive	0-1	few_shot	-0.421	-0.286	-0.286
gemma-3-27b	turkish_offensive	0-1	few_shot	0.341	0.341	0.458
mistral-small	turkish_offensive	0-1	few_shot	0.341	0.341	0.341
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	0.639	0.667	0.667
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	0.085	0.085	0.542
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	0.659	0.659	0.659
gpt-4o-mini	turkish_offensive	0-1	few_shot	0.341	0.341	0.341
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	0.486	0.678	0.223
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	0.556	0.648	0.556
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	0.318	0.426	0.315
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	0.641	0.641	0.641
llama-3.3-70b	persuade	1-6	rubric_based	0.000	0.000	0.000
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	0.659	0.659	0.659
mistral-small	turkish_movie_sentiment	0-5	few_shot	0.653	0.653	0.653
llama-3.1-8b	persuade	1-6	rubric_based	0.000	0.000	0.000
llama-3.2-3b	persuade	1-6	rubric_based	0.000	0.000	0.000
mistral-small	turkish_sentiment_large	0-2	few_shot	0.507	0.507	0.507
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	0.681	0.681	0.627
gemma-3-27b	persuade	1-6	rubric_based	0.000	0.000	0.000
hermes-3-405b	turkish_offensive	0-1	few_shot	0.571	0.571	0.571
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	0.721	0.721	0.721
mistral-small	persuade	1-6	rubric_based	0.000	0.000	0.000
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	0.507	0.507	0.400
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	0.659	0.659	0.659
hermes-3-405b	persuade	1-6	rubric_based	0.000	0.000	0.000
gpt-4o-mini	persuade	1-6	rubric_based	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	rubric_based	0.571	0.571	0.341
llama-3.1-8b	turkish_offensive	0-1	rubric_based	-0.154	-0.025	0.100
llama-3.2-3b	turkish_offensive	0-1	rubric_based	-0.421	-0.421	-0.269
gemma-3-27b	turkish_offensive	0-1	rubric_based	0.341	0.341	0.341
mistral-small	turkish_offensive	0-1	rubric_based	0.341	0.341	0.341
llama-3.3-70b	persuade	1-6	rag_rubric	-	-	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	0.571	0.571	0.458
gpt-4o-mini	turkish_offensive	0-1	rubric_based	0.341	0.341	0.341
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	0.650	0.650	0.650
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	0.649	0.604	0.679
llama-3.1-8b	brighter_emotion	0-3	zero_shot	0.569	0.679	0.429
llama-3.3-70b	brighter_emotion	0-3	zero_shot	0.701	0.657	0.683
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	0.650	0.639	0.545
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	0.000	0.242	0.045
llama-3.2-3b	brighter_emotion	0-3	zero_shot	0.757	0.581	0.667
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	0.300	0.386	0.440
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	0.480	0.480	0.455
gemma-3-27b	brighter_emotion	0-3	zero_shot	0.429	0.429	0.565
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	0.650	0.650	0.650
mistral-small	brighter_emotion	0-3	zero_shot	0.799	0.799	0.799
mistral-small	turkish_sentiment_large	0-2	rubric_based	0.495	0.495	0.495
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	0.636	0.636	0.636
gpt-4o-mini	brighter_emotion	0-3	zero_shot	0.617	0.617	0.657
mistral-small	turkish_movie_sentiment	0-5	rubric_based	0.657	0.657	0.657
hermes-3-405b	brighter_emotion	0-3	zero_shot	0.765	0.729	0.806
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	-	-	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	0.650	0.650	0.650
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	0.495	0.495	0.386
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	0.717	0.717	0.717
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	0.667	0.667	0.667
llama-3.3-70b	brighter_emotion	0-3	few_shot	0.726	0.701	0.657
llama-3.1-8b	brighter_emotion	0-3	few_shot	0.535	0.563	0.611
llama-3.2-3b	brighter_emotion	0-3	few_shot	0.727	0.721	0.781
mistral-small	brighter_emotion	0-3	few_shot	0.799	0.799	0.799
gemma-3-27b	brighter_emotion	0-3	few_shot	0.429	0.429	0.429
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	-	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	-	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	0.617	0.617	0.485
hermes-3-405b	brighter_emotion	0-3	few_shot	0.765	0.765	0.776
llama-3.3-70b	brighter_emotion	0-3	rubric_based	0.657	0.701	0.631
llama-3.1-8b	brighter_emotion	0-3	rubric_based	0.535	0.588	0.478
llama-3.2-3b	brighter_emotion	0-3	rubric_based	0.782	0.721	0.302
mistral-small	brighter_emotion	0-3	rubric_based	0.799	0.795	0.795
gemma-3-27b	brighter_emotion	0-3	rubric_based	0.429	0.429	0.565
gpt-4o-mini	brighter_emotion	0-3	rubric_based	0.643	0.580	0.580
hermes-3-405b	brighter_emotion	0-3	rubric_based	0.762	0.726	0.726
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	-	-	-

Model	Dataset	Range	Strategy	T=0.0	T=0.2	T=1.0
llama-3.3-70b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_movie_sentiment	0-5	zero_shot	0.639	0.752	0.658
llama-3.3-70b	turkish_sentiment_large	0-2	zero_shot	0.703	0.715	0.667
llama-3.1-8b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	zero_shot	0.651	0.511	0.651
llama-3.1-8b	turkish_sentiment_large	0-2	zero_shot	0.476	0.475	0.678
llama-3.1-8b	turkish_movie_sentiment	0-5	zero_shot	0.257	0.277	0.441
llama-3.1-8b	turkish_offensive	0-1	zero_shot	-0.121	-0.158	0.100
llama-3.2-3b	persuade	1-6	zero_shot	0.000	0.000	0.000
llama-3.2-3b	turkish_sentiment_large	0-2	zero_shot	0.596	0.440	0.065
llama-3.2-3b	turkish_movie_sentiment	0-5	zero_shot	0.703	0.516	0.400
llama-3.2-3b	turkish_offensive	0-1	zero_shot	-0.305	-0.158	-0.305
gemma-3-27b	persuade	1-6	zero_shot	0.000	0.000	0.000
gemma-3-27b	turkish_movie_sentiment	0-5	zero_shot	0.407	0.471	0.349
gemma-3-27b	turkish_sentiment_large	0-2	zero_shot	0.672	0.672	0.672
mistral-small	persuade	1-6	zero_shot	0.000	0.000	0.000
gemma-3-27b	turkish_offensive	0-1	zero_shot	0.350	0.350	0.350
mistral-small	turkish_movie_sentiment	0-5	zero_shot	0.652	0.652	0.652
mistral-small	turkish_sentiment_large	0-2	zero_shot	0.591	0.591	0.591
mistral-small	turkish_offensive	0-1	zero_shot	0.350	0.350	0.350
gpt-4o-mini	persuade	1-6	zero_shot	0.000	0.000	0.000
gpt-4o-mini	turkish_movie_sentiment	0-5	zero_shot	0.602	0.602	0.595
gpt-4o-mini	turkish_offensive	0-1	zero_shot	0.350	0.350	0.350
hermes-3-405b	persuade	1-6	zero_shot	0.000	0.000	0.000
hermes-3-405b	turkish_movie_sentiment	0-5	zero_shot	0.668	0.608	0.568
hermes-3-405b	turkish_offensive	0-1	zero_shot	0.632	0.632	0.484
gpt-4o-mini	turkish_sentiment_large	0-2	zero_shot	0.710	0.719	0.710
hermes-3-405b	turkish_sentiment_large	0-2	zero_shot	0.576	0.591	0.591
llama-3.3-70b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.1-8b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.2-3b	persuade	1-6	few_shot	0.000	0.000	0.000
gemma-3-27b	persuade	1-6	few_shot	0.000	0.000	0.000
mistral-small	persuade	1-6	few_shot	0.000	0.000	0.000
gpt-4o-mini	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	few_shot	0.632	0.632	0.632
hermes-3-405b	persuade	1-6	few_shot	0.000	0.000	0.000
llama-3.1-8b	turkish_offensive	0-1	few_shot	-0.158	-0.158	0.100
llama-3.2-3b	turkish_offensive	0-1	few_shot	-0.478	-0.305	-0.305
gemma-3-27b	turkish_offensive	0-1	few_shot	0.350	0.350	0.484
mistral-small	turkish_offensive	0-1	few_shot	0.350	0.350	0.350
llama-3.3-70b	turkish_movie_sentiment	0-5	few_shot	0.529	0.639	0.639
llama-3.1-8b	turkish_movie_sentiment	0-5	few_shot	0.237	0.148	0.435
llama-3.3-70b	turkish_sentiment_large	0-2	few_shot	0.715	0.715	0.724
gpt-4o-mini	turkish_offensive	0-1	few_shot	0.350	0.350	0.350
llama-3.2-3b	turkish_movie_sentiment	0-5	few_shot	0.675	0.704	0.135
llama-3.1-8b	turkish_sentiment_large	0-2	few_shot	0.498	0.768	0.572
llama-3.2-3b	turkish_sentiment_large	0-2	few_shot	0.354	0.497	0.462
gemma-3-27b	turkish_movie_sentiment	0-5	few_shot	0.447	0.391	0.391
llama-3.3-70b	persuade	1-6	rubric_based	0.000	0.000	0.000
gemma-3-27b	turkish_sentiment_large	0-2	few_shot	0.678	0.678	0.678
mistral-small	turkish_movie_sentiment	0-5	few_shot	0.702	0.702	0.702
llama-3.1-8b	persuade	1-6	rubric_based	0.000	0.000	0.000
llama-3.2-3b	persuade	1-6	rubric_based	0.000	0.000	0.000
mistral-small	turkish_sentiment_large	0-2	few_shot	0.590	0.590	0.590
gpt-4o-mini	turkish_movie_sentiment	0-5	few_shot	0.657	0.657	0.528
gemma-3-27b	persuade	1-6	rubric_based	0.000	0.000	0.000
hermes-3-405b	turkish_offensive	0-1	few_shot	0.632	0.632	0.632
hermes-3-405b	turkish_movie_sentiment	0-5	few_shot	0.725	0.725	0.736
mistral-small	persuade	1-6	rubric_based	0.000	0.000	0.000
hermes-3-405b	turkish_sentiment_large	0-2	few_shot	0.590	0.590	0.588
gpt-4o-mini	turkish_sentiment_large	0-2	few_shot	0.731	0.720	0.678
hermes-3-405b	persuade	1-6	rubric_based	0.000	0.000	0.000
gpt-4o-mini	persuade	1-6	rubric_based	0.000	0.000	0.000
llama-3.3-70b	turkish_offensive	0-1	rubric_based	0.632	0.632	0.350
llama-3.1-8b	turkish_offensive	0-1	rubric_based	-0.158	-0.025	0.100
llama-3.2-3b	turkish_offensive	0-1	rubric_based	-0.478	-0.478	-0.278
gemma-3-27b	turkish_offensive	0-1	rubric_based	0.350	0.350	0.350
mistral-small	turkish_offensive	0-1	rubric_based	0.350	0.350	0.350
llama-3.3-70b	persuade	1-6	rag_rubric	-	-	-
hermes-3-405b	turkish_offensive	0-1	rubric_based	0.632	0.632	0.484
gpt-4o-mini	turkish_offensive	0-1	rubric_based	0.350	0.350	0.350
llama-3.3-70b	turkish_sentiment_large	0-2	rubric_based	0.728	0.718	0.725
llama-3.3-70b	turkish_movie_sentiment	0-5	rubric_based	0.620	0.452	0.735
llama-3.1-8b	brighter_emotion	0-3	zero_shot	0.675	0.746	0.559
llama-3.3-70b	brighter_emotion	0-3	zero_shot	0.763	0.744	0.778
llama-3.1-8b	turkish_sentiment_large	0-2	rubric_based	0.767	0.787	0.450
llama-3.1-8b	turkish_movie_sentiment	0-5	rubric_based	0.156	0.224	0.044
llama-3.2-3b	brighter_emotion	0-3	zero_shot	0.844	0.747	0.618
llama-3.2-3b	turkish_sentiment_large	0-2	rubric_based	0.319	0.423	0.568
llama-3.2-3b	turkish_movie_sentiment	0-5	rubric_based	0.607	0.566	0.486
gemma-3-27b	brighter_emotion	0-3	zero_shot	0.476	0.466	0.493
gemma-3-27b	turkish_sentiment_large	0-2	rubric_based	0.678	0.678	0.678
mistral-small	brighter_emotion	0-3	zero_shot	0.869	0.869	0.877
mistral-small	turkish_sentiment_large	0-2	rubric_based	0.579	0.579	0.579
gemma-3-27b	turkish_movie_sentiment	0-5	rubric_based	0.479	0.430	0.479
gpt-4o-mini	brighter_emotion	0-3	zero_shot	0.632	0.599	0.642
mistral-small	turkish_movie_sentiment	0-5	rubric_based	0.767	0.767	0.767
hermes-3-405b	brighter_emotion	0-3	zero_shot	0.852	0.800	0.823
llama-3.3-70b	turkish_offensive	0-1	rag_rubric	-	-	-
gpt-4o-mini	turkish_sentiment_large	0-2	rubric_based	0.725	0.725	0.767
hermes-3-405b	turkish_sentiment_large	0-2	rubric_based	0.578	0.578	0.560
hermes-3-405b	turkish_movie_sentiment	0-5	rubric_based	0.736	0.736	0.738
gpt-4o-mini	turkish_movie_sentiment	0-5	rubric_based	0.747	0.616	0.602
llama-3.3-70b	brighter_emotion	0-3	few_shot	0.802	0.763	0.744
llama-3.1-8b	brighter_emotion	0-3	few_shot	0.663	0.683	0.801
llama-3.2-3b	brighter_emotion	0-3	few_shot	0.795	0.798	0.829
mistral-small	brighter_emotion	0-3	few_shot	0.869	0.869	0.869
gemma-3-27b	brighter_emotion	0-3	few_shot	0.511	0.526	0.451
llama-3.3-70b	turkish_sentiment_large	0-2	rag_rubric	-	-	-
llama-3.3-70b	turkish_movie_sentiment	0-5	rag_rubric	-	-	-
gpt-4o-mini	brighter_emotion	0-3	few_shot	0.613	0.599	0.586
hermes-3-405b	brighter_emotion	0-3	few_shot	0.810	0.770	0.727
llama-3.3-70b	brighter_emotion	0-3	rubric_based	0.744	0.763	0.764
llama-3.1-8b	brighter_emotion	0-3	rubric_based	0.662	0.644	0.569
llama-3.2-3b	brighter_emotion	0-3	rubric_based	0.851	0.798	0.261
mistral-small	brighter_emotion	0-3	rubric_based	0.869	0.859	0.850
gemma-3-27b	brighter_emotion	0-3	rubric_based	0.511	0.532	0.601
gpt-4o-mini	brighter_emotion	0-3	rubric_based	0.606	0.587	0.548
hermes-3-405b	brighter_emotion	0-3	rubric_based	0.799	0.796	0.737
llama-3.3-70b	brighter_emotion	0-3	rag_rubric	-	-	-

🔍 RAG Strategy Performance

Comparison between RAG-enhanced strategies and baseline strategies. Normalized MAE shown (0-1 scale).

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	0.163	0.390	0.400
llama-3.3-70b	turkish_movie_sentiment	0-5	0.190	0.207	0.200
llama-3.3-70b	turkish_sentiment_large	0-2	0.154	0.163	0.000
llama-3.1-8b	persuade	1-6	0.103	0.350	-
llama-3.3-70b	turkish_offensive	0-1	0.222	0.259	0.000
llama-3.1-8b	turkish_sentiment_large	0-2	0.176	0.179	-
llama-3.1-8b	turkish_movie_sentiment	0-5	0.202	0.218	-
llama-3.1-8b	turkish_offensive	0-1	0.519	0.500	-
llama-3.2-3b	persuade	1-6	0.025	0.217	-
llama-3.2-3b	turkish_sentiment_large	0-2	0.298	0.275	-
llama-3.2-3b	turkish_movie_sentiment	0-5	0.163	0.162	-
llama-3.2-3b	turkish_offensive	0-1	0.630	0.642	-
gemma-3-27b	persuade	1-6	0.150	0.390	-
gemma-3-27b	turkish_movie_sentiment	0-5	0.193	0.207	-
gemma-3-27b	turkish_sentiment_large	0-2	0.161	0.171	-
mistral-small	persuade	1-6	0.250	0.375	-
gemma-3-27b	turkish_offensive	0-1	0.315	0.333	-
mistral-small	turkish_movie_sentiment	0-5	0.200	0.200	-
mistral-small	turkish_sentiment_large	0-2	0.195	0.209	-
mistral-small	turkish_offensive	0-1	0.333	0.333	-
gpt-4o-mini	persuade	1-6	0.000	0.383	-
gpt-4o-mini	turkish_movie_sentiment	0-5	0.207	0.209	-
gpt-4o-mini	turkish_offensive	0-1	0.333	0.333	-
hermes-3-405b	persuade	1-6	0.050	0.367	-
hermes-3-405b	turkish_movie_sentiment	0-5	0.153	0.166	-
hermes-3-405b	turkish_offensive	0-1	0.222	0.241	-
gpt-4o-mini	turkish_sentiment_large	0-2	0.154	0.157	-
hermes-3-405b	turkish_sentiment_large	0-2	0.194	0.207	-
llama-3.1-8b	brighter_emotion	0-3	0.211	0.230	-
llama-3.3-70b	brighter_emotion	0-3	0.212	0.223	0.000
llama-3.2-3b	brighter_emotion	0-3	0.175	0.241	-
gemma-3-27b	brighter_emotion	0-3	0.201	0.193	-
mistral-small	brighter_emotion	0-3	0.148	0.150	-
gpt-4o-mini	brighter_emotion	0-3	0.216	0.214	-
hermes-3-405b	brighter_emotion	0-3	0.161	0.160	-

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	0.817	1.950	2.000
llama-3.3-70b	turkish_movie_sentiment	0-5	0.952	1.035	1.000
llama-3.3-70b	turkish_sentiment_large	0-2	0.309	0.326	0.000
llama-3.1-8b	persuade	1-6	0.517	1.750	-
llama-3.3-70b	turkish_offensive	0-1	0.222	0.259	0.000
llama-3.1-8b	turkish_sentiment_large	0-2	0.352	0.358	-
llama-3.1-8b	turkish_movie_sentiment	0-5	1.009	1.089	-
llama-3.1-8b	turkish_offensive	0-1	0.519	0.500	-
llama-3.2-3b	persuade	1-6	0.125	1.083	-
llama-3.2-3b	turkish_sentiment_large	0-2	0.596	0.550	-
llama-3.2-3b	turkish_movie_sentiment	0-5	0.812	0.812	-
llama-3.2-3b	turkish_offensive	0-1	0.630	0.642	-
gemma-3-27b	persuade	1-6	0.750	1.950	-
gemma-3-27b	turkish_movie_sentiment	0-5	0.963	1.036	-
gemma-3-27b	turkish_sentiment_large	0-2	0.321	0.343	-
mistral-small	persuade	1-6	1.250	1.875	-
gemma-3-27b	turkish_offensive	0-1	0.315	0.333	-
mistral-small	turkish_movie_sentiment	0-5	1.000	1.000	-
mistral-small	turkish_sentiment_large	0-2	0.390	0.418	-
mistral-small	turkish_offensive	0-1	0.333	0.333	-
gpt-4o-mini	persuade	1-6	0.000	1.917	-
gpt-4o-mini	turkish_movie_sentiment	0-5	1.036	1.047	-
gpt-4o-mini	turkish_offensive	0-1	0.333	0.333	-
hermes-3-405b	persuade	1-6	0.250	1.833	-
hermes-3-405b	turkish_movie_sentiment	0-5	0.765	0.831	-
hermes-3-405b	turkish_offensive	0-1	0.222	0.241	-
gpt-4o-mini	turkish_sentiment_large	0-2	0.308	0.313	-
hermes-3-405b	turkish_sentiment_large	0-2	0.388	0.414	-
llama-3.1-8b	brighter_emotion	0-3	0.632	0.691	-
llama-3.3-70b	brighter_emotion	0-3	0.635	0.669	0.000
llama-3.2-3b	brighter_emotion	0-3	0.526	0.724	-
gemma-3-27b	brighter_emotion	0-3	0.604	0.580	-
mistral-small	brighter_emotion	0-3	0.444	0.450	-
gpt-4o-mini	brighter_emotion	0-3	0.649	0.641	-
hermes-3-405b	brighter_emotion	0-3	0.484	0.480	-

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	50.0%	0.0%	0.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	4.8%	2.8%	0.0%
llama-3.3-70b	turkish_sentiment_large	0-2	73.3%	71.4%	100.0%
llama-3.1-8b	persuade	1-6	66.7%	0.0%	-
llama-3.3-70b	turkish_offensive	0-1	77.8%	74.1%	100.0%
llama-3.1-8b	turkish_sentiment_large	0-2	66.7%	66.7%	-
llama-3.1-8b	turkish_movie_sentiment	0-5	29.3%	13.9%	-
llama-3.1-8b	turkish_offensive	0-1	48.1%	50.0%	-
llama-3.2-3b	persuade	1-6	100.0%	33.3%	-
llama-3.2-3b	turkish_sentiment_large	0-2	53.3%	54.8%	-
llama-3.2-3b	turkish_movie_sentiment	0-5	27.5%	16.7%	-
llama-3.2-3b	turkish_offensive	0-1	37.0%	35.8%	-
gemma-3-27b	persuade	1-6	50.0%	0.0%	-
gemma-3-27b	turkish_movie_sentiment	0-5	23.1%	16.7%	-
gemma-3-27b	turkish_sentiment_large	0-2	73.3%	71.4%	-
mistral-small	persuade	1-6	0.0%	0.0%	-
gemma-3-27b	turkish_offensive	0-1	68.5%	66.7%	-
mistral-small	turkish_movie_sentiment	0-5	15.4%	16.7%	-
mistral-small	turkish_sentiment_large	0-2	73.3%	71.4%	-
mistral-small	turkish_offensive	0-1	66.7%	66.7%	-
gpt-4o-mini	persuade	1-6	100.0%	0.0%	-
gpt-4o-mini	turkish_movie_sentiment	0-5	12.8%	16.7%	-
gpt-4o-mini	turkish_offensive	0-1	66.7%	66.7%	-
hermes-3-405b	persuade	1-6	100.0%	0.0%	-
hermes-3-405b	turkish_movie_sentiment	0-5	23.1%	16.7%	-
hermes-3-405b	turkish_offensive	0-1	77.8%	75.9%	-
gpt-4o-mini	turkish_sentiment_large	0-2	73.3%	71.4%	-
hermes-3-405b	turkish_sentiment_large	0-2	73.3%	71.4%	-
llama-3.1-8b	brighter_emotion	0-3	31.2%	31.2%	-
llama-3.3-70b	brighter_emotion	0-3	31.2%	27.1%	100.0%
llama-3.2-3b	brighter_emotion	0-3	54.2%	41.7%	-
gemma-3-27b	brighter_emotion	0-3	56.2%	56.2%	-
mistral-small	brighter_emotion	0-3	56.2%	54.3%	-
gpt-4o-mini	brighter_emotion	0-3	27.1%	28.9%	-
hermes-3-405b	brighter_emotion	0-3	56.2%	48.9%	-

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	50.0%	0.0%	0.0%
llama-3.3-70b	turkish_movie_sentiment	0-5	78.6%	69.4%	100.0%
llama-3.3-70b	turkish_sentiment_large	0-2	100.0%	100.0%	100.0%
llama-3.1-8b	persuade	1-6	83.3%	0.0%	-
llama-3.3-70b	turkish_offensive	0-1	100.0%	100.0%	100.0%
llama-3.1-8b	turkish_sentiment_large	0-2	100.0%	97.6%	-
llama-3.1-8b	turkish_movie_sentiment	0-5	75.6%	69.4%	-
llama-3.1-8b	turkish_offensive	0-1	100.0%	100.0%	-
llama-3.2-3b	persuade	1-6	100.0%	50.0%	-
llama-3.2-3b	turkish_sentiment_large	0-2	97.8%	100.0%	-
llama-3.2-3b	turkish_movie_sentiment	0-5	75.0%	80.6%	-
llama-3.2-3b	turkish_offensive	0-1	100.0%	100.0%	-
gemma-3-27b	persuade	1-6	50.0%	0.0%	-
gemma-3-27b	turkish_movie_sentiment	0-5	71.8%	72.2%	-
gemma-3-27b	turkish_sentiment_large	0-2	93.3%	92.9%	-
mistral-small	persuade	1-6	50.0%	0.0%	-
gemma-3-27b	turkish_offensive	0-1	100.0%	100.0%	-
mistral-small	turkish_movie_sentiment	0-5	61.5%	58.3%	-
mistral-small	turkish_sentiment_large	0-2	86.7%	85.7%	-
mistral-small	turkish_offensive	0-1	100.0%	100.0%	-
gpt-4o-mini	persuade	1-6	100.0%	0.0%	-
gpt-4o-mini	turkish_movie_sentiment	0-5	79.5%	69.4%	-
gpt-4o-mini	turkish_offensive	0-1	100.0%	100.0%	-
hermes-3-405b	persuade	1-6	100.0%	0.0%	-
hermes-3-405b	turkish_movie_sentiment	0-5	92.3%	91.7%	-
hermes-3-405b	turkish_offensive	0-1	100.0%	100.0%	-
gpt-4o-mini	turkish_sentiment_large	0-2	97.8%	100.0%	-
hermes-3-405b	turkish_sentiment_large	0-2	86.7%	85.7%	-
llama-3.1-8b	brighter_emotion	0-3	89.6%	83.3%	-
llama-3.3-70b	brighter_emotion	0-3	100.0%	100.0%	100.0%
llama-3.2-3b	brighter_emotion	0-3	93.8%	85.4%	-
gemma-3-27b	brighter_emotion	0-3	85.4%	87.5%	-
mistral-small	brighter_emotion	0-3	100.0%	100.0%	-
gpt-4o-mini	brighter_emotion	0-3	93.8%	93.3%	-
hermes-3-405b	brighter_emotion	0-3	93.8%	91.1%	-

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	0.000	0.000	0.000
llama-3.3-70b	turkish_movie_sentiment	0-5	0.658	0.644	-
llama-3.3-70b	turkish_sentiment_large	0-2	0.659	0.650	-
llama-3.1-8b	persuade	1-6	0.000	0.000	-
llama-3.3-70b	turkish_offensive	0-1	0.571	0.496	0.000
llama-3.1-8b	turkish_sentiment_large	0-2	0.592	0.614	-
llama-3.1-8b	turkish_movie_sentiment	0-5	0.238	0.097	-
llama-3.1-8b	turkish_offensive	0-1	-0.068	-0.025	-
llama-3.2-3b	persuade	1-6	0.000	0.000	-
llama-3.2-3b	turkish_sentiment_large	0-2	0.353	0.387	-
llama-3.2-3b	turkish_movie_sentiment	0-5	0.461	0.471	-
llama-3.2-3b	turkish_offensive	0-1	-0.330	-0.376	-
gemma-3-27b	persuade	1-6	0.000	0.000	-
gemma-3-27b	turkish_movie_sentiment	0-5	0.641	0.636	-
gemma-3-27b	turkish_sentiment_large	0-2	0.659	0.650	-
mistral-small	persuade	1-6	0.000	0.000	-
gemma-3-27b	turkish_offensive	0-1	0.381	0.341	-
mistral-small	turkish_movie_sentiment	0-5	0.653	0.657	-
mistral-small	turkish_sentiment_large	0-2	0.507	0.495	-
mistral-small	turkish_offensive	0-1	0.341	0.341	-
gpt-4o-mini	persuade	1-6	0.000	0.000	-
gpt-4o-mini	turkish_movie_sentiment	0-5	0.660	0.667	-
gpt-4o-mini	turkish_offensive	0-1	0.341	0.341	-
hermes-3-405b	persuade	1-6	0.000	0.000	-
hermes-3-405b	turkish_movie_sentiment	0-5	0.721	0.717	-
hermes-3-405b	turkish_offensive	0-1	0.571	0.534	-
gpt-4o-mini	turkish_sentiment_large	0-2	0.659	0.650	-
hermes-3-405b	turkish_sentiment_large	0-2	0.467	0.455	-
llama-3.1-8b	brighter_emotion	0-3	0.568	0.533	-
llama-3.3-70b	brighter_emotion	0-3	0.695	0.664	-
llama-3.2-3b	brighter_emotion	0-3	0.741	0.629	-
gemma-3-27b	brighter_emotion	0-3	0.429	0.474	-
mistral-small	brighter_emotion	0-3	0.799	0.796	-
gpt-4o-mini	brighter_emotion	0-3	0.577	0.602	-
hermes-3-405b	brighter_emotion	0-3	0.769	0.738	-

Model	Dataset	Range	few_shot	rubric_based	rag_rubric
llama-3.3-70b	persuade	1-6	0.000	0.000	0.000
llama-3.3-70b	turkish_movie_sentiment	0-5	0.602	0.602	-
llama-3.3-70b	turkish_sentiment_large	0-2	0.717	0.723	-
llama-3.1-8b	persuade	1-6	0.000	0.000	-
llama-3.3-70b	turkish_offensive	0-1	0.632	0.532	0.000
llama-3.1-8b	turkish_sentiment_large	0-2	0.600	0.663	-
llama-3.1-8b	turkish_movie_sentiment	0-5	0.240	0.117	-
llama-3.1-8b	turkish_offensive	0-1	-0.069	-0.025	-
llama-3.2-3b	persuade	1-6	0.000	0.000	-
llama-3.2-3b	turkish_sentiment_large	0-2	0.428	0.424	-
llama-3.2-3b	turkish_movie_sentiment	0-5	0.519	0.545	-
llama-3.2-3b	turkish_offensive	0-1	-0.359	-0.411	-
gemma-3-27b	persuade	1-6	0.000	0.000	-
gemma-3-27b	turkish_movie_sentiment	0-5	0.409	0.462	-
gemma-3-27b	turkish_sentiment_large	0-2	0.678	0.678	-
mistral-small	persuade	1-6	0.000	0.000	-
gemma-3-27b	turkish_offensive	0-1	0.394	0.350	-
mistral-small	turkish_movie_sentiment	0-5	0.702	0.767	-
mistral-small	turkish_sentiment_large	0-2	0.590	0.579	-
mistral-small	turkish_offensive	0-1	0.350	0.350	-
gpt-4o-mini	persuade	1-6	0.000	0.000	-
gpt-4o-mini	turkish_movie_sentiment	0-5	0.604	0.646	-
gpt-4o-mini	turkish_offensive	0-1	0.350	0.350	-
hermes-3-405b	persuade	1-6	0.000	0.000	-
hermes-3-405b	turkish_movie_sentiment	0-5	0.728	0.736	-
hermes-3-405b	turkish_offensive	0-1	0.632	0.581	-
gpt-4o-mini	turkish_sentiment_large	0-2	0.708	0.738	-
hermes-3-405b	turkish_sentiment_large	0-2	0.585	0.571	-
llama-3.1-8b	brighter_emotion	0-3	0.717	0.631	-
llama-3.3-70b	brighter_emotion	0-3	0.769	0.757	-
llama-3.2-3b	brighter_emotion	0-3	0.799	0.657	-
gemma-3-27b	brighter_emotion	0-3	0.491	0.549	-
mistral-small	brighter_emotion	0-3	0.869	0.860	-
gpt-4o-mini	brighter_emotion	0-3	0.599	0.583	-
hermes-3-405b	brighter_emotion	0-3	0.773	0.776	-

🎯 Strategy Comparison

All strategy+temperature+mode combinations. Click tabs to switch metrics.

📚 Per-Question Model Comparison

📖 persuade (zero_shot T=0.2) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.571 📖 persuade (zero_shot T=1.0) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.714 📖 turkish_movie_sentiment (zero_shot T=1.0) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.929 📖 turkish_movie_sentiment (zero_shot) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.888 📖 turkish_sentiment_large (zero_shot) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.321 📖 turkish_sentiment_large (zero_shot T=1.0) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.357 📖 persuade (zero_shot) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.571 📖 turkish_sentiment_large (zero_shot T=0.2) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.321 📖 turkish_offensive (zero_shot T=0.2) DISCRETE Range: 0-1 TR 10 questions × 7 models MAE: 0.359 📖 turkish_offensive (zero_shot) DISCRETE Range: 0-1 TR 10 questions × 7 models MAE: 0.354 📖 turkish_movie_sentiment (zero_shot T=0.2) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.888 📖 turkish_offensive (zero_shot T=1.0) DISCRETE Range: 0-1 TR 10 questions × 7 models MAE: 0.359 📖 persuade (zero_shot) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 0.929 📖 persuade (zero_shot T=0.2) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 0.886 📖 persuade (zero_shot T=1.0) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 1.093 📖 turkish_movie_sentiment (zero_shot) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.871 📖 turkish_offensive (zero_shot) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (zero_shot T=0.2) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (zero_shot T=1.0) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.365 📖 turkish_movie_sentiment (zero_shot T=0.2) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.843 📖 turkish_movie_sentiment (zero_shot T=1.0) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.928 📖 persuade (few_shot) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.143 📖 persuade (few_shot T=0.2) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.286 📖 turkish_sentiment_large (zero_shot) CONTINUOUS Range: 0-2 TR 8 questions × 7 models MAE: 0.390 📖 persuade (few_shot T=1.0) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 0.143 📖 turkish_sentiment_large (zero_shot T=1.0) CONTINUOUS Range: 0-2 TR 8 questions × 7 models MAE: 0.401 📖 turkish_sentiment_large (zero_shot T=0.2) CONTINUOUS Range: 0-2 TR 8 questions × 7 models MAE: 0.374 📖 persuade (few_shot) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 0.779 📖 persuade (few_shot T=0.2) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 0.779 📖 persuade (few_shot T=1.0) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 1.050 📖 turkish_offensive (few_shot) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (few_shot T=0.2) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (few_shot T=1.0) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.365 📖 turkish_movie_sentiment (few_shot T=0.2) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.888 📖 turkish_movie_sentiment (few_shot T=1.0) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.969 📖 turkish_movie_sentiment (few_shot) DISCRETE Range: 0-5 TR 7 questions × 7 models MAE: 0.908 📖 turkish_sentiment_large (few_shot) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.339 📖 turkish_sentiment_large (few_shot T=0.2) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.357 📖 turkish_sentiment_large (few_shot T=1.0) DISCRETE Range: 0-2 TR 8 questions × 7 models MAE: 0.375 📖 turkish_offensive (few_shot) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 persuade (rubric_based) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 2.000 📖 persuade (rubric_based T=0.2) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 1.857 📖 turkish_offensive (few_shot T=0.2) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.365 📖 persuade (rubric_based T=1.0) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 1.714 📖 turkish_offensive (few_shot T=1.0) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.333 📖 turkish_movie_sentiment (few_shot T=0.2) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.960 📖 turkish_movie_sentiment (few_shot) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.946 📖 turkish_movie_sentiment (few_shot T=1.0) CONTINUOUS Range: 0-5 TR 7 questions × 7 models MAE: 0.938 📖 turkish_sentiment_large (few_shot T=0.2) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.411 📖 turkish_sentiment_large (few_shot) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.394 📖 turkish_sentiment_large (few_shot T=1.0) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.417 📖 persuade (rubric_based) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 1.721 📖 persuade (rubric_based T=0.2) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 1.721 📖 persuade (rubric_based T=1.0) CONTINUOUS Range: 1-6 EN 1 questions × 7 models MAE: 1.579 📖 turkish_offensive (rubric_based) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (rubric_based T=0.2) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (rubric_based T=1.0) DISCRETE Range: 0-1 TR 9 questions × 7 models MAE: 0.397 📖 persuade (rag_rubric T=0.2) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 2.000 📖 persuade (rag_rubric) DISCRETE Range: 1-6 EN 1 questions × 7 models MAE: 2.000 📖 turkish_offensive (rubric_based) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.381 📖 turkish_offensive (rubric_based T=0.2) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.365 📖 turkish_offensive (rubric_based T=1.0) CONTINUOUS Range: 0-1 TR 9 questions × 7 models MAE: 0.355 📖 turkish_sentiment_large (rubric_based T=0.2) DISCRETE Range: 0-2 TR 7 questions × 7 models MAE: 0.367 📖 turkish_movie_sentiment (rubric_based) DISCRETE Range: 0-5 TR 6 questions × 7 models MAE: 0.964 📖 brighter_emotion (zero_shot) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.536 📖 turkish_sentiment_large (rubric_based) DISCRETE Range: 0-2 TR 7 questions × 7 models MAE: 0.367 📖 brighter_emotion (zero_shot T=0.2) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.554 📖 turkish_movie_sentiment (rubric_based T=0.2) DISCRETE Range: 0-5 TR 6 questions × 7 models MAE: 0.988 📖 brighter_emotion (zero_shot T=1.0) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.518 📖 turkish_sentiment_large (rubric_based T=1.0) DISCRETE Range: 0-2 TR 7 questions × 7 models MAE: 0.408 📖 turkish_movie_sentiment (rubric_based T=1.0) DISCRETE Range: 0-5 TR 6 questions × 7 models MAE: 0.964 📖 brighter_emotion (zero_shot) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.588 📖 brighter_emotion (zero_shot T=0.2) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.632 📖 brighter_emotion (zero_shot T=1.0) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.589 📖 turkish_offensive (rag_rubric) DISCRETE Range: 0-1 TR 1 questions × 7 models MAE: 0.000 📖 turkish_offensive (rag_rubric T=0.2) DISCRETE Range: 0-1 TR 1 questions × 7 models MAE: 0.000 📖 turkish_sentiment_large (rubric_based T=0.2) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.398 📖 turkish_sentiment_large (rubric_based) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.397 📖 turkish_sentiment_large (rubric_based T=1.0) CONTINUOUS Range: 0-2 TR 7 questions × 7 models MAE: 0.396 📖 turkish_movie_sentiment (rubric_based) CONTINUOUS Range: 0-5 TR 6 questions × 7 models MAE: 0.975 📖 turkish_movie_sentiment (rubric_based T=0.2) CONTINUOUS Range: 0-5 TR 6 questions × 7 models MAE: 0.968 📖 turkish_movie_sentiment (rubric_based T=1.0) CONTINUOUS Range: 0-5 TR 6 questions × 7 models MAE: 1.011 📖 brighter_emotion (few_shot) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.518 📖 brighter_emotion (few_shot T=0.2) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.571 📖 brighter_emotion (few_shot T=1.0) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.589 📖 turkish_sentiment_large (rag_rubric) DISCRETE Range: 0-2 TR 1 questions × 7 models MAE: 0.000 📖 turkish_movie_sentiment (rag_rubric) DISCRETE Range: 0-5 TR 1 questions × 7 models MAE: 1.000 📖 brighter_emotion (few_shot) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.593 📖 brighter_emotion (few_shot T=0.2) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.567 📖 brighter_emotion (few_shot T=1.0) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.569 📖 brighter_emotion (rubric_based) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.571 📖 brighter_emotion (rubric_based T=0.2) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.571 📖 brighter_emotion (rubric_based T=1.0) DISCRETE Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.643 📖 brighter_emotion (rubric_based) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.595 📖 brighter_emotion (rubric_based T=0.2) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.601 📖 brighter_emotion (rubric_based T=1.0) CONTINUOUS Range: 0-3 MULTILINGUAL 8 questions × 7 models MAE: 0.660 📖 brighter_emotion (rag_rubric) DISCRETE Range: 0-3 MULTILINGUAL 1 questions × 7 models MAE: 0.000

🔬 Model × Dataset Detailed Comparison

Her model-dataset çifti için tüm kombinasyonlar (Strategy × Temperature × Scoring Mode). Satıra tıklayarak detayları görün.

🔍 gemma-3-27b × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.595 🔍 gemma-3-27b × persuade Range: 1-6 EN 1 items × 18 combos MAE: 1.297 🔍 gemma-3-27b × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 0.954 🔍 gemma-3-27b × turkish_offensive Range: 0-1 TR 9 items × 18 combos MAE: 0.327 🔍 gemma-3-27b × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.323 🔍 hermes-3-405b × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.471 🔍 hermes-3-405b × persuade Range: 1-6 EN 1 items × 18 combos MAE: 0.778 🔍 hermes-3-405b × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 0.792 🔍 hermes-3-405b × turkish_offensive Range: 0-1 TR 9 items × 18 combos MAE: 0.235 🔍 hermes-3-405b × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.397 🔍 llama-3.1-8b × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.658 🔍 llama-3.1-8b × persuade Range: 1-6 EN 1 items × 18 combos MAE: 1.044 🔍 llama-3.1-8b × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 1.022 🔍 llama-3.1-8b × turkish_offensive Range: 0-1 TR 10 items × 18 combos MAE: 0.509 🔍 llama-3.1-8b × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.353 🔍 llama-3.2-3b × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.622 🔍 llama-3.2-3b × persuade Range: 1-6 EN 1 items × 18 combos MAE: 0.542 🔍 llama-3.2-3b × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 0.792 🔍 llama-3.2-3b × turkish_offensive Range: 0-1 TR 9 items × 18 combos MAE: 0.621 🔍 llama-3.2-3b × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.542 🔍 llama-3.3-70b × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 19 combos MAE: 0.650 🔍 llama-3.3-70b × persuade Range: 1-6 EN 1 items × 20 combos MAE: 1.255 🔍 llama-3.3-70b × turkish_movie_sentiment Range: 0-5 TR 7 items × 19 combos MAE: 0.966 🔍 llama-3.3-70b × turkish_offensive Range: 0-1 TR 10 items × 20 combos MAE: 0.234 🔍 llama-3.3-70b × turkish_sentiment_large Range: 0-2 TR 8 items × 19 combos MAE: 0.316 🔍 mistral-small × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.445 🔍 mistral-small × persuade Range: 1-6 EN 1 items × 18 combos MAE: 1.458 🔍 mistral-small × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 0.987 🔍 mistral-small × turkish_offensive Range: 0-1 TR 9 items × 18 combos MAE: 0.333 🔍 mistral-small × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.393 🔍 gpt-4o-mini × brighter_emotion Range: 0-3 MULTILINGUAL 8 items × 18 combos MAE: 0.620 🔍 gpt-4o-mini × persuade Range: 1-6 EN 1 items × 18 combos MAE: 0.917 🔍 gpt-4o-mini × turkish_movie_sentiment Range: 0-5 TR 7 items × 18 combos MAE: 1.012 🔍 gpt-4o-mini × turkish_offensive Range: 0-1 TR 9 items × 18 combos MAE: 0.333 🔍 gpt-4o-mini × turkish_sentiment_large Range: 0-2 TR 8 items × 18 combos MAE: 0.307

📝 Metrik Tanımları

Generated by LLM Benchmark Suite | 2025-12-31T13:18:05.353178